{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Experiment Tutorial"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from shrinkbench.experiment import PruningExperiment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `DATAPATH` and `WEIGHTSPATH` environment variables are used to tell the framework where to look for datasets and pretrained weights respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ['DATAPATH'] = '/data/ddmg/explog/shrinkbench/data'\n",
    "os.environ['WEIGHTSPATH'] = '/data/ddmg/explog/shrinkbench/pretrained'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import clear_output\n",
    "clear_output()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We run experiments for our MNIST network for logarithmically spaced compression ratios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "for strategy in ['RandomPruning', 'GlobalMagWeight', 'LayerMagWeight']:\n",
    "    for  c in [1,2,4,8,16,32,64]:\n",
    "        exp = PruningExperiment(dataset='MNIST', \n",
    "                                model='MnistNet',\n",
    "                                strategy=strategy,\n",
    "                                compression=c,\n",
    "                                train_kwargs={'epochs':10})\n",
    "        exp.run()\n",
    "        clear_output()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then collect output from experiment folders and plot the diferent metrics easily"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from shrinkbench.plot import df_from_results, plot_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df_from_results('results')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With the provided functions, it is easy to generate plots "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_df(df, 'compression', 'pre_acc5', markers='strategy', line='--', colors='strategy', suffix=' - pre')\n",
    "plot_df(df, 'compression', 'post_acc5', markers='strategy', fig=False, colors='strategy')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also check the theoretical speedup and see that layerwise provides larger FLOPS speedups because of the even pruning of the conv layers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_df(df, 'speedup', 'post_acc5', colors='strategy', markers='strategy')\n",
    "# plt.yscale('log')\n",
    "plt.ylim(0.996,0.9995)\n",
    "plt.xticks(2**np.arange(7))\n",
    "plt.gca().set_xticklabels(map(str, 2**np.arange(7)))\n",
    "None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can easily check if the compression is matching our expectation by looking at the relative error. As expected, random pruning does worst."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['compression_err'] = (df['real_compression'] - df['compression'])/df['compression']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_df(df, 'compression', 'compression_err', colors='strategy', markers='strategy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
